This dataset includes the raw and privacy-enhanced video of 5 actors recorded from two orthogonal cameras. Each actor performed 9 activities: 1) Eating 2) Using a laptop 3) Pacing normal speed 4) Pacing quickly 5) Pacing slowly 6) Reading a book 7) Using a stairstepper 8) Sweeping the floor 9) Wiping the surfaces Each activity lasted 30 minutes. The start and end time of an activity within a video is in the file "activityTimes.txt", located in the respective actor and activity folder. The Calorie expenditure for each activity, as reported by BodyBugg version 2, is located in the file "Calorie_data.txt", located in the respective actor and activity folder. The file "Calorie_data.txt" also contains the time of day of the recording.